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Design and Application of a Containerized Hybrid Transaction Processing and Data Analysis Framework

机译:容器化混合事务处理和数据分析框架的设计与应用

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This article describes how rapidly growing data volumes require systems that have the ability to handle massive heterogeneous unstructured data sets. However, most existing mature transaction processing systems are built upon relational databases with structured data. In this article, the authors design a hybrid development framework, to offer greater scalability and flexibility of data analysis and reporting, while keeping maximum compatibility and links to the legacy platforms on which transaction business logics run. Data, service and user interfaces are implemented as a toolset stack, for developing applications with functionalities of information retrieval, data processing, analyzing and visualizing. A use case of healthcare data integration is presented as an example, where information is collected and aggregated from diverse sources. The workflow and simulation of data processing and visualization are also discussed, to validate the effectiveness of the proposed framework.
机译:本文介绍了快速增长的数据量如何要求系统具有处理大量异构非结构化数据集的能力。但是,大多数现有的成熟事务处理系统都是基于具有结构化数据的关系数据库构建的。在本文中,作者设计了一个混合开发框架,以提供更大的可伸缩性和数据分析和报告的灵活性,同时保持最大的兼容性并链接到运行事务业务逻辑的旧平台。数据,服务和用户界面作为工具集堆栈实现,用于开发具有信息检索,数据处理,分析和可视化功能的应用程序。以医疗保健数据集成的用例为例,该信息是从各种来源收集和汇总信息的。还讨论了数据处理和可视化的工作流程和仿真,以验证所提出框架的有效性。

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